Datasets › ImageNet › Papers, page 5

ImageNet

Papers archive 2025-07-28

papers with a benchmark row: 630 · with a code link: 588 · where Syntology ran a sample: 361 (312 with a run with no instrument failure, 49 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (361 of 630 with a benchmark row: 312 with a run with no instrument failure, 49 where every run was a failure of Syntology's instrument)

Page 5 of 7: papers 401 to 500 of 630 with a leaderboard row on this dataset's benchmarks, newest first by the archive's date (ties by slug; undated papers last).

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 15,430. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
Learning Transferable Visual Models From Natural Language Supervision 82 9 26 Feb 2021 official: no sample here; runs from other or unrecorded repositories · 16 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 14 where Syntology's instrument failed) · 4 unverified (16 pointer-only for licence)
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search 2 11 23 Feb 2021 official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified
Centroid Transformers: Learning to Abstract with Attention 0 1 17 Feb 2021 not harvested
LambdaNetworks: Modeling Long-Range Interactions Without Attention 7 2 17 Feb 2021 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
AlphaNet: Improved Training of Supernets with Alpha-Divergence 2 15 16 Feb 2021 official (archive's flag): 1 ran · 16 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 4 honoured, 0 violated, 8 with no contract checked; 4 where Syntology's instrument failed) · 15 unverified (31 pointer-only for licence)
A Large Batch Optimizer Reality Check: Traditional, Generic Optimizers Suffice Across Batch Sizes 0 1 12 Feb 2021 not harvested
High-Performance Large-Scale Image Recognition Without Normalization 20 9 11 Feb 2021 community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision 5 3 11 Feb 2021 8 ran (of which 6 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (9 pointer-only for licence)
Show, Attend and Distill:Knowledge Distillation via Attention-based Feature Matching 1 1 5 Feb 2021 official (archive's flag): 4 ran · 4 ran (of which 3 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Do We Actually Need Dense Over-Parameterization? In-Time Over-Parameterization in Sparse Training 4 2 4 Feb 2021 not harvested
Rethinking Soft Labels for Knowledge Distillation: A Bias-Variance Tradeoff Perspective 4 1 1 Feb 2021 official: harvested, nothing ran · 0 ran · 1 unverified (1 pointer-only for licence)
Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition 2 4 1 Feb 2021 official: no sample here; runs from other or unrecorded repositories · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet 13 6 28 Jan 2021 official (archive's flag): 4 ran · 21 ran (of which 16 constructed an object rather than computing a result; 21 with no instrument failure: 1 honoured, 0 violated, 20 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (8 pointer-only for licence)
Bottleneck Transformers for Visual Recognition 13 12 27 Jan 2021 26 ran (of which 9 constructed an object rather than computing a result; 19 with no instrument failure: 1 honoured, 0 violated, 18 with no contract checked; 7 where Syntology's instrument failed) · 23 unverified (8 pointer-only for licence)
Exponential Moving Average Normalization for Self-supervised and Semi-supervised Learning 1 3 21 Jan 2021 not harvested
Re-labeling ImageNet: from Single to Multi-Labels, from Global to Localized Labels 2 1 13 Jan 2021 not harvested
RepVGG: Making VGG-style ConvNets Great Again 25 2 11 Jan 2021 official (archive's flag): 2 ran · 13 ran (of which 7 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 5 where Syntology's instrument failed) · 3 unverified (6 pointer-only for licence)
Contextual Classification Using Self-Supervised Auxiliary Models for Deep Neural Networks 1 1 7 Jan 2021 not harvested
AutoDropout: Learning Dropout Patterns to Regularize Deep Networks 1 3 5 Jan 2021 not harvested
Distilling Global and Local Logits With Densely Connected Relations 1 1 1 Jan 2021 not harvested
Exploring Inter-Channel Correlation for Diversity-Preserved Knowledge Distillation 2 1 1 Jan 2021 not harvested
SEDONA: Search for Decoupled Neural Networks toward Greedy Block-wise Learning 1 2 1 Jan 2021 not harvested
Self-supervised Pre-training with Hard Examples Improves Visual Representations 0 1 25 Dec 2020 not harvested
Evolving Neural Architecture Using One Shot Model 1 3 23 Dec 2020 not harvested
Training data-efficient image transformers & distillation through attention 40 4 23 Dec 2020 community repositories only · 12 ran (of which 1 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 7 unverified (3 pointer-only for licence)
OBoW: Online Bag-of-Visual-Words Generation for Self-Supervised Learning 3 3 21 Dec 2020 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Taming Transformers for High-Resolution Image Synthesis 13 1 17 Dec 2020 official (archive's flag): 2 ran · 6 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
Towards Better Accuracy-efficiency Trade-offs: Divide and Co-training 2 3 30 Nov 2020 not harvested
Grafit: Learning fine-grained image representations with coarse labels 0 1 25 Nov 2020 not harvested
torchdistill: A Modular, Configuration-Driven Framework for Knowledge Distillation 1 7 25 Nov 2020 official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 10 where Syntology's instrument failed) · 16 unverified
Boosting Contrastive Self-Supervised Learning with False Negative Cancellation 1 2 23 Nov 2020 not harvested
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization 3 2 23 Nov 2020 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified
Exploring Simple Siamese Representation Learning 26 1 20 Nov 2020 official (archive's flag): 1 ran · 34 ran (of which 20 constructed an object rather than computing a result; 25 with no instrument failure: 0 honoured, 0 violated, 25 with no contract checked; 9 where Syntology's instrument failed) · 5 unverified (22 pointer-only for licence)
AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling 2 6 18 Nov 2020 not harvested
Distilling Knowledge by Mimicking Features 3 1 3 Nov 2020 official (archive's flag): 3 ran · 5 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified (6 pointer-only for licence)
Learning Visual Representations for Transfer Learning by Suppressing Texture 1 1 3 Nov 2020 not harvested
Model Rubik's Cube: Twisting Resolution, Depth and Width for TinyNets 9 2 28 Oct 2020 official: harvested for another paper · 0 ran · 1 unverified (1 pointer-only for licence)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 158 3 22 Oct 2020 official: harvested, nothing ran · 307 ran (of which 165 constructed an object rather than computing a result; 286 with no instrument failure: 8 honoured, 2 violated, 276 with no contract checked; 21 where Syntology's instrument failed) · 112 unverified (154 pointer-only for licence)
Representation Learning via Invariant Causal Mechanisms 2 1 15 Oct 2020 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Shape-Texture Debiased Neural Network Training 1 1 12 Oct 2020 official (archive's flag): 1 ran · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified; the one sample that ran constructed an object rather than computing a result
Sharpness-Aware Minimization for Efficiently Improving Generalization 18 2 3 Oct 2020 official (archive's flag): 7 ran · 15 ran (of which 6 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (6 pointer-only for licence)
Attentional Feature Fusion 2 1 29 Sep 2020 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
MSR-DARTS: Minimum Stable Rank of Differentiable Architecture Search 0 1 19 Sep 2020 not harvested
MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks 1 3 17 Sep 2020 not harvested
Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup 1 1 15 Sep 2020 official: harvested, nothing ran · 0 ran · 1 unverified
QuantNet: Learning to Quantize by Learning within Fully Differentiable Framework 0 1 10 Sep 2020 not harvested
Self-Supervised Learning for Large-Scale Unsupervised Image Clustering 1 2 24 Aug 2020 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified
HMQ: Hardware Friendly Mixed Precision Quantization Block for CNNs 2 4 20 Jul 2020 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search 1 4 20 Jul 2020 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 1 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence)
Generative Pretraining from Pixels 4 4 17 Jul 2020 not harvested
Accuracy Prediction with Non-neural Model for Neural Architecture Search 1 1 9 Jul 2020 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
EagleEye: Fast Sub-net Evaluation for Efficient Neural Network Pruning 1 5 6 Jul 2020 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (4 pointer-only for licence)
Rethinking Channel Dimensions for Efficient Model Design 10 9 2 Jul 2020 community repositories only · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Self-Knowledge Distillation with Progressive Refinement of Targets 1 1 22 Jun 2020 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Deep Polynomial Neural Networks 5 1 20 Jun 2020 not harvested
Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual Recognition 3 1 20 Jun 2020 not harvested
DrNAS: Dirichlet Neural Architecture Search 1 1 18 Jun 2020 not harvested
Semi-Supervised Recognition under a Noisy and Fine-grained Dataset 1 4 18 Jun 2020 not harvested
Big Self-Supervised Models are Strong Semi-Supervised Learners 9 16 17 Jun 2020 community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments 18 7 17 Jun 2020 community repositories only · 13 ran (of which 4 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 1 violated, 4 with no contract checked; 7 where Syntology's instrument failed) · 4 unverified (6 pointer-only for licence)
Multiscale Deep Equilibrium Models 4 1 15 Jun 2020 official (archive's flag): 3 ran · 10 ran (of which 6 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (4 pointer-only for licence)
Bootstrap your own latent: A new approach to self-supervised Learning 31 8 13 Jun 2020 official: no sample here; runs from other or unrecorded repositories · 62 ran (of which 19 constructed an object rather than computing a result; 42 with no instrument failure: 4 honoured, 1 violated, 37 with no contract checked; 20 where Syntology's instrument failed) · 17 unverified (46 pointer-only for licence)
Knowledge Distillation Meets Self-Supervision 2 1 12 Jun 2020 community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
FBNetV3: Joint Architecture-Recipe Search using Predictor Pretraining 2 4 3 Jun 2020 not harvested
MemNAS: Memory-Efficient Neural Architecture Search With Grow-Trim Learning 1 1 1 Jun 2020 not harvested
SCAN: Learning to Classify Images without Labels 2 3 25 May 2020 not harvested
What Makes for Good Views for Contrastive Learning? 1 3 20 May 2020 not harvested
Optimizing Neural Architecture Search using Limited GPU Time in a Dynamic Search Space: A Gene Expression Programming Approach 1 1 15 May 2020 not harvested
Neural Architecture Transfer 2 5 12 May 2020 official: harvested, nothing ran · 0 ran · 1 unverified (1 pointer-only for licence)
Prototypical Contrastive Learning of Unsupervised Representations 2 4 11 May 2020 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
Noisy Differentiable Architecture Search 1 1 7 May 2020 not harvested
Supervised Contrastive Learning 26 1 23 Apr 2020 community repositories only · 17 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 2 honoured, 0 violated, 12 with no contract checked; 3 where Syntology's instrument failed) · 6 unverified (5 pointer-only for licence)
LSQ+: Improving low-bit quantization through learnable offsets and better initialization 4 2 20 Apr 2020 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 2 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (10 pointer-only for licence)
ResNeSt: Split-Attention Networks 36 5 19 Apr 2020 official (archive's flag): 5 ran · 28 ran (of which 0 constructed an object rather than computing a result; 25 with no instrument failure: 0 honoured, 0 violated, 25 with no contract checked; 3 where Syntology's instrument failed) · 20 unverified (23 pointer-only for licence)
Geometry-Aware Gradient Algorithms for Neural Architecture Search 1 1 16 Apr 2020 official (archive's flag): 3 ran · 12 ran (of which 9 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (5 pointer-only for licence)
FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions 1 4 12 Apr 2020 not harvested
A Generic Graph-based Neural Architecture Encoding Scheme for Predictor-based NAS 1 1 4 Apr 2020 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified
Neural Architecture Search for Lightweight Non-Local Networks 2 2 4 Apr 2020 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
MUXConv: Information Multiplexing in Convolutional Neural Networks 1 8 31 Mar 2020 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (5 pointer-only for licence)
UniformAugment: A Search-free Probabilistic Data Augmentation Approach 1 2 31 Mar 2020 not harvested
Designing Network Design Spaces 26 6 30 Mar 2020 community repositories only · 48 ran (of which 0 constructed an object rather than computing a result; 41 with no instrument failure: 4 honoured, 0 violated, 37 with no contract checked; 7 where Syntology's instrument failed) · 5 unverified (7 pointer-only for licence)
TResNet: High Performance GPU-Dedicated Architecture 3 1 30 Mar 2020 not harvested
Milking CowMask for Semi-Supervised Image Classification 2 1 26 Mar 2020 official (archive's flag): 1 ran · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; the one sample that ran constructed an object rather than computing a result
Circumventing Outliers of AutoAugment with Knowledge Distillation 1 2 25 Mar 2020 not harvested
GreedyNAS: Towards Fast One-Shot NAS with Greedy Supernet 0 6 25 Mar 2020 not harvested
BigNAS: Scaling Up Neural Architecture Search with Big Single-Stage Models 1 3 24 Mar 2020 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Meta Pseudo Labels 9 4 23 Mar 2020 community repositories only · 12 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
Fixing the train-test resolution discrepancy: FixEfficientNet 1 11 18 Mar 2020 not harvested
Improved Baselines with Momentum Contrastive Learning 36 2 9 Mar 2020 official: no sample here; runs from other or unrecorded repositories · 28 ran (of which 0 constructed an object rather than computing a result; 21 with no instrument failure: 0 honoured, 1 violated, 20 with no contract checked; 7 where Syntology's instrument failed) · 15 unverified (15 pointer-only for licence)
DADA: Differentiable Automatic Data Augmentation 1 1 8 Mar 2020 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence)
Semi-Supervised Neural Architecture Search 2 1 24 Feb 2020 official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
MaxUp: A Simple Way to Improve Generalization of Neural Network Training 1 1 20 Feb 2020 0 ran · 1 unverified
Knapsack Pruning with Inner Distillation 1 2 19 Feb 2020 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified
A Simple Framework for Contrastive Learning of Visual Representations 96 11 13 Feb 2020 official (archive's flag): 2 ran · 115 ran (of which 33 constructed an object rather than computing a result; 90 with no instrument failure: 1 honoured, 1 violated, 88 with no contract checked; 25 where Syntology's instrument failed) · 22 unverified (52 pointer-only for licence)
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence 26 1 21 Jan 2020 community repositories only · 53 ran (of which 13 constructed an object rather than computing a result; 35 with no instrument failure: 3 honoured, 2 violated, 30 with no contract checked; 18 where Syntology's instrument failed) · 21 unverified (17 pointer-only for licence)
Harmonic Convolutional Networks based on Discrete Cosine Transform 1 1 18 Jan 2020 official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network 1 1 17 Jan 2020 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 8 unverified
Adversarial AutoAugment 0 2 24 Dec 2019 not harvested
Big Transfer (BiT): General Visual Representation Learning 9 2 24 Dec 2019 community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified
AtomNAS: Fine-Grained End-to-End Neural Architecture Search 1 3 20 Dec 2019 not harvested